Overview

Dataset statistics

Number of variables	25
Number of observations	217
Missing cells	654
Missing cells (%)	12.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	64.3 KiB
Average record size in memory	303.4 B

Variable types

Numeric	19
Categorical	4
Unsupported	2

Alerts

`art_status` has constant value "Positive"	Constant
`albumin_g_dL` has constant value "41.0"	Constant
`Sex` is highly overall correlated with `creatinine_umol_L` and 1 other fields	High correlation
`alt_U_L` is highly overall correlated with `ast_U_L`	High correlation
`ast_U_L` is highly overall correlated with `alt_U_L`	High correlation
`cd4_count_cells_uL` is highly overall correlated with `lymphocyte_count_10e9_L` and 1 other fields	High correlation
`creatinine_clearance_mL_min` is highly overall correlated with `creatinine_umol_L`	High correlation
`creatinine_umol_L` is highly overall correlated with `Sex` and 1 other fields	High correlation
`hemoglobin_g_dL` is highly overall correlated with `Sex`	High correlation
`ldl_cholesterol_mmol_L_consolidated` is highly overall correlated with `total_cholesterol_mmol_L`	High correlation
`lymphocyte_count_10e9_L` is highly overall correlated with `cd4_count_cells_uL` and 1 other fields	High correlation
`monocyte_count_10e9_L` is highly overall correlated with `wbc_count_10e9_L`	High correlation
`neutrophil_count_10e9_L` is highly overall correlated with `wbc_count_10e9_L`	High correlation
`total_cholesterol_mmol_L` is highly overall correlated with `ldl_cholesterol_mmol_L_consolidated`	High correlation
`wbc_count_10e9_L` is highly overall correlated with `cd4_count_cells_uL` and 3 other fields	High correlation
`hiv_vl_copies_mL` is highly imbalanced (61.9%)	Imbalance
`BMI (kg/m²)` has 217 (100.0%) missing values	Missing
`study_week` has 217 (100.0%) missing values	Missing
`cd4_count_cells_uL` has 4 (1.8%) missing values	Missing
`albumin_g_dL` has 216 (99.5%) missing values	Missing
`BMI (kg/m²)` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`study_week` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`eosinophil_count_10e9_L` has 5 (2.3%) zeros	Zeros
`basophil_count_10e9_L` has 13 (6.0%) zeros	Zeros

Reproduction

Analysis started	2025-11-25 06:49:08.028168
Analysis finished	2025-11-25 06:49:20.723598
Duration	12.7 seconds
Software version	ydata-profiling vv4.18.0
Download configuration	config.json

Age (at enrolment)
Real number (ℝ)

Distinct	39
Distinct (%)	18.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	41.663594

Minimum	20
Maximum	67
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	20
5-th percentile	30
Q1	36
median	40
Q3	47
95-th percentile	56.2
Maximum	67
Range	47
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	8.0984802
Coefficient of variation (CV)	0.19437786
Kurtosis	-0.0090547417
Mean	41.663594
Median Absolute Deviation (MAD)	6
Skewness	0.40369989
Sum	9041
Variance	65.585381
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
40	16	7.4%
39	15	6.9%
46	13	6.0%
34	13	6.0%
37	13	6.0%
35	11	5.1%
42	11	5.1%
38	10	4.6%
44	9	4.1%
49	7	3.2%
Other values (29)	99	45.6%

Value	Count	Frequency (%)
20	1	0.5%
25	1	0.5%
26	2	0.9%
27	1	0.5%
28	2	0.9%
29	1	0.5%
30	7	3.2%
31	6	2.8%
32	1	0.5%
33	5	2.3%

Value	Count	Frequency (%)
67	1	0.5%
63	1	0.5%
62	1	0.5%
61	1	0.5%
58	2	0.9%
57	5	2.3%
56	1	0.5%
55	4	1.8%
54	7	3.2%
53	4	1.8%

Sex
Categorical

High correlation

Distinct	2
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	13.2 KiB

Female	153
Male	64

Length

Max length	6
Median length	6
Mean length	5.4101382
Min length	4

Characters and Unicode

Total characters	1174
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Female
2nd row	Female
3rd row	Female
4th row	Female
5th row	Male

Common Values

Value	Count	Frequency (%)
Female	153	70.5%
Male	64	29.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
female	153	70.5%
male	64	29.5%

Most occurring characters

Value	Count	Frequency (%)
e	370	31.5%
a	217	18.5%
l	217	18.5%
F	153	13.0%
m	153	13.0%
M	64	5.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	957	81.5%
Uppercase Letter	217	18.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	370	38.7%
a	217	22.7%
l	217	22.7%
m	153	16.0%

Uppercase Letter

Value	Count	Frequency (%)
F	153	70.5%
M	64	29.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1174	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	370	31.5%
a	217	18.5%
l	217	18.5%
F	153	13.0%
m	153	13.0%
M	64	5.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1174	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	370	31.5%
a	217	18.5%
l	217	18.5%
F	153	13.0%
m	153	13.0%
M	64	5.5%

BMI (kg/m²)
Unsupported

Missing Rejected Unsupported

Missing	217
Missing (%)	100.0%
Memory size	3.4 KiB

study_week
Unsupported

Missing Rejected Unsupported

Missing	217
Missing (%)	100.0%
Memory size	3.4 KiB

cd4_count_cells_uL
Real number (ℝ)

High correlation Missing

Distinct	194
Distinct (%)	91.1%
Missing	4
Missing (%)	1.8%
Infinite	0
Infinite (%)	0.0%
Mean	669.23944

Minimum	90
Maximum	1596
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	90
5-th percentile	210.4
Q1	496
median	637
Q3	885
95-th percentile	1136.8
Maximum	1596
Range	1506
Interquartile range (IQR)	389

Descriptive statistics

Standard deviation	278.34576
Coefficient of variation (CV)	0.41591357
Kurtosis	0.1796013
Mean	669.23944
Median Absolute Deviation (MAD)	184
Skewness	0.39364919
Sum	142548
Variance	77476.362
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
894	3	1.4%
596	3	1.4%
947	3	1.4%
620	2	0.9%
404	2	0.9%
567	2	0.9%
847	2	0.9%
626	2	0.9%
594	2	0.9%
651	2	0.9%
Other values (184)	190	87.6%
(Missing)	4	1.8%

Value	Count	Frequency (%)
90	1	0.5%
121	1	0.5%
128	1	0.5%
138	1	0.5%
154	1	0.5%
160	1	0.5%
165	1	0.5%
177	1	0.5%
178	1	0.5%
190	1	0.5%

Value	Count	Frequency (%)
1596	1	0.5%
1501	1	0.5%
1371	1	0.5%
1339	1	0.5%
1254	1	0.5%
1239	1	0.5%
1230	1	0.5%
1187	1	0.5%
1184	1	0.5%
1178	1	0.5%

hiv_vl_copies_mL
Categorical

Imbalance

Distinct	4
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	12.8 KiB

0.0	176
40.0	39
41.0	1
63.0	1

Length

Max length	4
Median length	3
Mean length	3.1889401
Min length	3

Characters and Unicode

Total characters	692
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.9%

Sample

1st row	0.0
2nd row	0.0
3rd row	40.0
4th row	0.0
5th row	40.0

Common Values

Value	Count	Frequency (%)
0.0	176	81.1%
40.0	39	18.0%
41.0	1	0.5%
63.0	1	0.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	176	81.1%
40.0	39	18.0%
41.0	1	0.5%
63.0	1	0.5%

Most occurring characters

Value	Count	Frequency (%)
0	432	62.4%
.	217	31.4%
4	40	5.8%
1	1	0.1%
6	1	0.1%
3	1	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	475	68.6%
Other Punctuation	217	31.4%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	432	90.9%
4	40	8.4%
1	1	0.2%
6	1	0.2%
3	1	0.2%

Other Punctuation

Value	Count	Frequency (%)
.	217	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	692	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	432	62.4%
.	217	31.4%
4	40	5.8%
1	1	0.1%
6	1	0.1%
3	1	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	692	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	432	62.4%
.	217	31.4%
4	40	5.8%
1	1	0.1%
6	1	0.1%
3	1	0.1%

art_status
Categorical

Constant

Distinct	1
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	13.8 KiB

Positive	217

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	1736
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Positive
2nd row	Positive
3rd row	Positive
4th row	Positive
5th row	Positive

Common Values

Value	Count	Frequency (%)
Positive	217	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
positive	217	100.0%

Most occurring characters

Value	Count	Frequency (%)
i	434	25.0%
P	217	12.5%
o	217	12.5%
s	217	12.5%
t	217	12.5%
v	217	12.5%
e	217	12.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1519	87.5%
Uppercase Letter	217	12.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	434	28.6%
o	217	14.3%
s	217	14.3%
t	217	14.3%
v	217	14.3%
e	217	14.3%

Uppercase Letter

Value	Count	Frequency (%)
P	217	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1736	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	434	25.0%
P	217	12.5%
o	217	12.5%
s	217	12.5%
t	217	12.5%
v	217	12.5%
e	217	12.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1736	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	434	25.0%
P	217	12.5%
o	217	12.5%
s	217	12.5%
t	217	12.5%
v	217	12.5%
e	217	12.5%

hemoglobin_g_dL
Real number (ℝ)

High correlation

Distinct	68
Distinct (%)	31.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.53871

Minimum	7.6
Maximum	17.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	7.6
5-th percentile	10.5
Q1	12.5
median	13.5
Q3	14.7
95-th percentile	16.3
Maximum	17.7
Range	10.1
Interquartile range (IQR)	2.2

Descriptive statistics

Standard deviation	1.753429
Coefficient of variation (CV)	0.12951227
Kurtosis	0.35834819
Mean	13.53871
Median Absolute Deviation (MAD)	1.1
Skewness	-0.28913593
Sum	2937.9
Variance	3.0745131
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	10	4.6%
14.1	9	4.1%
12.5	7	3.2%
12.9	7	3.2%
13	7	3.2%
13.3	7	3.2%
13.8	6	2.8%
15.5	6	2.8%
14.6	6	2.8%
13.2	6	2.8%
Other values (58)	146	67.3%

Value	Count	Frequency (%)
7.6	1	0.5%
8.6	1	0.5%
9	1	0.5%
9.3	1	0.5%
9.7	1	0.5%
9.9	1	0.5%
10.1	3	1.4%
10.4	1	0.5%
10.5	3	1.4%
10.6	1	0.5%

Value	Count	Frequency (%)
17.7	1	0.5%
17.6	1	0.5%
17.4	1	0.5%
17.3	1	0.5%
16.9	3	1.4%
16.5	1	0.5%
16.4	1	0.5%
16.3	5	2.3%
16	1	0.5%
15.9	3	1.4%

wbc_count_10e9_L
Real number (ℝ)

High correlation

Distinct	170
Distinct (%)	78.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.4964055

Minimum	2.25
Maximum	15.85
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	2.25
5-th percentile	3.358
Q1	4.36
median	5.21
Q3	6.5
95-th percentile	8.102
Maximum	15.85
Range	13.6
Interquartile range (IQR)	2.14

Descriptive statistics

Standard deviation	1.7174402
Coefficient of variation (CV)	0.31246607
Kurtosis	8.8783306
Mean	5.4964055
Median Absolute Deviation (MAD)	0.99
Skewness	1.8992561
Sum	1192.72
Variance	2.9496009
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.36	3	1.4%
4.45	3	1.4%
5.74	3	1.4%
5.98	3	1.4%
4.22	3	1.4%
5.21	2	0.9%
4.47	2	0.9%
4.15	2	0.9%
4.2	2	0.9%
7.48	2	0.9%
Other values (160)	192	88.5%

Value	Count	Frequency (%)
2.25	1	0.5%
2.28	1	0.5%
2.4	1	0.5%
2.48	1	0.5%
2.5	1	0.5%
2.97	1	0.5%
3.15	1	0.5%
3.17	1	0.5%
3.21	1	0.5%
3.25	1	0.5%

Value	Count	Frequency (%)
15.85	1	0.5%
14.98	1	0.5%
8.97	1	0.5%
8.91	1	0.5%
8.64	1	0.5%
8.56	1	0.5%
8.47	2	0.9%
8.3	1	0.5%
8.21	1	0.5%
8.15	1	0.5%

platelet_count_10e9_L
Real number (ℝ)

Distinct	145
Distinct (%)	66.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	264.53456

Minimum	110
Maximum	588
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	110
5-th percentile	171.8
Q1	219
median	251
Q3	306
95-th percentile	385.4
Maximum	588
Range	478
Interquartile range (IQR)	87

Descriptive statistics

Standard deviation	71.369474
Coefficient of variation (CV)	0.26979262
Kurtosis	2.7657312
Mean	264.53456
Median Absolute Deviation (MAD)	44
Skewness	1.1693336
Sum	57404
Variance	5093.6018
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
207	4	1.8%
234	4	1.8%
230	4	1.8%
264	4	1.8%
245	4	1.8%
164	3	1.4%
205	3	1.4%
237	3	1.4%
235	3	1.4%
219	3	1.4%
Other values (135)	182	83.9%

Value	Count	Frequency (%)
110	1	0.5%
134	1	0.5%
141	1	0.5%
146	1	0.5%
148	1	0.5%
163	1	0.5%
164	3	1.4%
165	1	0.5%
171	1	0.5%
172	1	0.5%

Value	Count	Frequency (%)
588	1	0.5%
527	2	0.9%
477	1	0.5%
460	1	0.5%
447	1	0.5%
422	1	0.5%
403	1	0.5%
399	1	0.5%
390	1	0.5%
387	1	0.5%

neutrophil_count_10e9_L
Real number (ℝ)

High correlation

Distinct	158
Distinct (%)	72.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.5439539

Minimum	0.59
Maximum	9.66
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	0.59
5-th percentile	1.254
Q1	1.77
median	2.38
Q3	3.12
95-th percentile	4.258
Maximum	9.66
Range	9.07
Interquartile range (IQR)	1.35

Descriptive statistics

Standard deviation	1.0653171
Coefficient of variation (CV)	0.41876429
Kurtosis	8.3370915
Mean	2.5439539
Median Absolute Deviation (MAD)	0.65
Skewness	1.7535956
Sum	552.038
Variance	1.1349004
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.13	4	1.8%
2.72	3	1.4%
2.51	3	1.4%
2.27	3	1.4%
1.63	3	1.4%
2.14	3	1.4%
2.49	3	1.4%
1.62	3	1.4%
1.31	3	1.4%
1.84	2	0.9%
Other values (148)	187	86.2%

Value	Count	Frequency (%)
0.59	1	0.5%
0.75	1	0.5%
0.818	1	0.5%
0.97	2	0.9%
1.07	1	0.5%
1.08	1	0.5%
1.11	1	0.5%
1.15	1	0.5%
1.22	1	0.5%
1.23	1	0.5%

Value	Count	Frequency (%)
9.66	1	0.5%
5.78	1	0.5%
5.18	1	0.5%
5.07	1	0.5%
4.62	1	0.5%
4.58	1	0.5%
4.56	1	0.5%
4.44	1	0.5%
4.35	2	0.9%
4.33	1	0.5%

lymphocyte_count_10e9_L
Real number (ℝ)

High correlation

Distinct	142
Distinct (%)	65.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3241475

Minimum	0.91
Maximum	4.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	0.91
5-th percentile	1.322
Q1	1.81
median	2.24
Q3	2.76
95-th percentile	3.572
Maximum	4.7
Range	3.79
Interquartile range (IQR)	0.95

Descriptive statistics

Standard deviation	0.71987096
Coefficient of variation (CV)	0.30973549
Kurtosis	0.65371633
Mean	2.3241475
Median Absolute Deviation (MAD)	0.46
Skewness	0.66184638
Sum	504.34
Variance	0.5182142
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.02	4	1.8%
2.8	3	1.4%
2.3	3	1.4%
2.24	3	1.4%
3.02	3	1.4%
1.96	3	1.4%
2.43	3	1.4%
2.2	3	1.4%
1.79	3	1.4%
1.97	3	1.4%
Other values (132)	186	85.7%

Value	Count	Frequency (%)
0.91	1	0.5%
0.92	1	0.5%
0.93	1	0.5%
0.97	1	0.5%
1.03	1	0.5%
1.07	1	0.5%
1.15	1	0.5%
1.17	1	0.5%
1.25	1	0.5%
1.26	1	0.5%

Value	Count	Frequency (%)
4.7	1	0.5%
4.68	1	0.5%
4.58	1	0.5%
4.18	1	0.5%
4.07	1	0.5%
3.95	1	0.5%
3.89	1	0.5%
3.8	2	0.9%
3.76	1	0.5%
3.62	1	0.5%

monocyte_count_10e9_L
Real number (ℝ)

High correlation

Distinct	55
Distinct (%)	25.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.40686636

Minimum	0.14
Maximum	0.94
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	0.14
5-th percentile	0.208
Q1	0.32
median	0.39
Q3	0.48
95-th percentile	0.632
Maximum	0.94
Range	0.8
Interquartile range (IQR)	0.16

Descriptive statistics

Standard deviation	0.1320611
Coefficient of variation (CV)	0.32458103
Kurtosis	1.267488
Mean	0.40686636
Median Absolute Deviation (MAD)	0.08
Skewness	0.72836662
Sum	88.29
Variance	0.017440135
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.38	12	5.5%
0.37	12	5.5%
0.35	10	4.6%
0.36	8	3.7%
0.43	8	3.7%
0.34	8	3.7%
0.39	6	2.8%
0.48	6	2.8%
0.31	6	2.8%
0.44	6	2.8%
Other values (45)	135	62.2%

Value	Count	Frequency (%)
0.14	1	0.5%
0.16	1	0.5%
0.18	2	0.9%
0.19	4	1.8%
0.2	3	1.4%
0.21	4	1.8%
0.22	1	0.5%
0.23	2	0.9%
0.24	3	1.4%
0.25	5	2.3%

Value	Count	Frequency (%)
0.94	1	0.5%
0.91	1	0.5%
0.72	1	0.5%
0.71	2	0.9%
0.7	2	0.9%
0.67	1	0.5%
0.65	2	0.9%
0.64	1	0.5%
0.63	1	0.5%
0.62	2	0.9%

eosinophil_count_10e9_L
Real number (ℝ)

Zeros

Distinct	47
Distinct (%)	21.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.13414747

Minimum	0
Maximum	0.74
Zeros	5
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.02
Q1	0.05
median	0.1
Q3	0.18
95-th percentile	0.38
Maximum	0.74
Range	0.74
Interquartile range (IQR)	0.13

Descriptive statistics

Standard deviation	0.133508
Coefficient of variation (CV)	0.9952331
Kurtosis	5.742391
Mean	0.13414747
Median Absolute Deviation (MAD)	0.06
Skewness	2.2085579
Sum	29.11
Variance	0.017824386
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0.04	18	8.3%
0.07	17	7.8%
0.1	15	6.9%
0.05	15	6.9%
0.03	15	6.9%
0.02	11	5.1%
0.11	10	4.6%
0.06	10	4.6%
0.12	10	4.6%
0.08	8	3.7%
Other values (37)	88	40.6%

Value	Count	Frequency (%)
0	5	2.3%
0.01	3	1.4%
0.02	11	5.1%
0.03	15	6.9%
0.04	18	8.3%
0.05	15	6.9%
0.06	10	4.6%
0.07	17	7.8%
0.08	8	3.7%
0.09	4	1.8%

Value	Count	Frequency (%)
0.74	1	0.5%
0.7	1	0.5%
0.68	1	0.5%
0.65	1	0.5%
0.62	1	0.5%
0.58	1	0.5%
0.54	1	0.5%
0.48	1	0.5%
0.46	1	0.5%
0.39	1	0.5%

basophil_count_10e9_L
Real number (ℝ)

Zeros

Distinct	14
Distinct (%)	6.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.031705069

Minimum	0
Maximum	0.19
Zeros	13
Zeros (%)	6.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.02
median	0.03
Q3	0.04
95-th percentile	0.07
Maximum	0.19
Range	0.19
Interquartile range (IQR)	0.02

Descriptive statistics

Standard deviation	0.02421634
Coefficient of variation (CV)	0.76380026
Kurtosis	11.4033
Mean	0.031705069
Median Absolute Deviation (MAD)	0.01
Skewness	2.550674
Sum	6.88
Variance	0.00058643113
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0.02	58	26.7%
0.03	48	22.1%
0.04	29	13.4%
0.01	27	12.4%
0.05	18	8.3%
0	13	6.0%
0.06	10	4.6%
0.07	7	3.2%
0.12	2	0.9%
0.11	1	0.5%
Other values (4)	4	1.8%

Value	Count	Frequency (%)
0	13	6.0%
0.01	27	12.4%
0.02	58	26.7%
0.03	48	22.1%
0.04	29	13.4%
0.05	18	8.3%
0.06	10	4.6%
0.07	7	3.2%
0.08	1	0.5%
0.09	1	0.5%

Value	Count	Frequency (%)
0.19	1	0.5%
0.15	1	0.5%
0.12	2	0.9%
0.11	1	0.5%
0.09	1	0.5%
0.08	1	0.5%
0.07	7	3.2%
0.06	10	4.6%
0.05	18	8.3%
0.04	29	13.4%

mcv_fL
Real number (ℝ)

Distinct	166
Distinct (%)	76.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	96.740553

Minimum	60.5
Maximum	121.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	60.5
5-th percentile	77.26
Q1	89.3
median	96.6
Q3	106.4
95-th percentile	112.82
Maximum	121.1
Range	60.6
Interquartile range (IQR)	17.1

Descriptive statistics

Standard deviation	11.520048
Coefficient of variation (CV)	0.11908189
Kurtosis	-0.11213617
Mean	96.740553
Median Absolute Deviation (MAD)	8.7
Skewness	-0.43326315
Sum	20992.7
Variance	132.7115
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
109.5	4	1.8%
92.3	4	1.8%
111.4	4	1.8%
95.6	3	1.4%
109.7	3	1.4%
87.3	2	0.9%
99.4	2	0.9%
100.2	2	0.9%
103	2	0.9%
93	2	0.9%
Other values (156)	189	87.1%

Value	Count	Frequency (%)
60.5	1	0.5%
62.2	1	0.5%
67	1	0.5%
68.2	1	0.5%
69.5	1	0.5%
72.3	1	0.5%
73.9	1	0.5%
75.3	1	0.5%
76.1	1	0.5%
76.7	1	0.5%

Value	Count	Frequency (%)
121.1	1	0.5%
117.1	1	0.5%
115.7	1	0.5%
114.7	1	0.5%
114	1	0.5%
113.7	1	0.5%
113.6	1	0.5%
113.4	1	0.5%
113	1	0.5%
112.9	2	0.9%

rdw_percent
Real number (ℝ)

Distinct	58
Distinct (%)	26.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.628111

Minimum	11.9
Maximum	23.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	11.9
5-th percentile	12.6
Q1	13.5
median	14.3
Q3	15.1
95-th percentile	18.34
Maximum	23.9
Range	12
Interquartile range (IQR)	1.6

Descriptive statistics

Standard deviation	1.805263
Coefficient of variation (CV)	0.12341054
Kurtosis	5.6324967
Mean	14.628111
Median Absolute Deviation (MAD)	0.8
Skewness	2.0358278
Sum	3174.3
Variance	3.2589747
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13.8	12	5.5%
14.3	11	5.1%
13.3	10	4.6%
14.1	10	4.6%
14.2	9	4.1%
15	8	3.7%
13.4	8	3.7%
13.9	8	3.7%
15.2	8	3.7%
14.7	7	3.2%
Other values (48)	126	58.1%

Value	Count	Frequency (%)
11.9	1	0.5%
12.1	3	1.4%
12.2	1	0.5%
12.4	1	0.5%
12.5	3	1.4%
12.6	6	2.8%
12.7	1	0.5%
12.8	2	0.9%
12.9	4	1.8%
13	3	1.4%

Value	Count	Frequency (%)
23.9	1	0.5%
21.9	1	0.5%
20.8	2	0.9%
20.5	1	0.5%
20	1	0.5%
19.8	2	0.9%
19.5	1	0.5%
18.9	1	0.5%
18.5	1	0.5%
18.3	2	0.9%

alt_U_L
Real number (ℝ)

High correlation

Distinct	42
Distinct (%)	19.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.926267

Minimum	6
Maximum	98
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	6
5-th percentile	10
Q1	14
median	17
Q3	24
95-th percentile	41
Maximum	98
Range	92
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	13.499798
Coefficient of variation (CV)	0.64511255
Kurtosis	14.618813
Mean	20.926267
Median Absolute Deviation (MAD)	5
Skewness	3.3227683
Sum	4541
Variance	182.24454
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
15	17	7.8%
14	16	7.4%
17	15	6.9%
12	14	6.5%
16	13	6.0%
10	11	5.1%
21	11	5.1%
13	10	4.6%
18	9	4.1%
20	8	3.7%
Other values (32)	93	42.9%

Value	Count	Frequency (%)
6	2	0.9%
7	1	0.5%
8	2	0.9%
9	4	1.8%
10	11	5.1%
11	8	3.7%
12	14	6.5%
13	10	4.6%
14	16	7.4%
15	17	7.8%

Value	Count	Frequency (%)
98	2	0.9%
97	1	0.5%
71	1	0.5%
70	1	0.5%
64	1	0.5%
50	1	0.5%
46	2	0.9%
43	1	0.5%
41	2	0.9%
40	2	0.9%

ast_U_L
Real number (ℝ)

High correlation

Distinct	34
Distinct (%)	15.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.705069

Minimum	10
Maximum	97
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	10
5-th percentile	14.8
Q1	18
median	21
Q3	25
95-th percentile	33.2
Maximum	97
Range	87
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	8.3258645
Coefficient of variation (CV)	0.36669629
Kurtosis	30.009058
Mean	22.705069
Median Absolute Deviation (MAD)	4
Skewness	4.0488585
Sum	4927
Variance	69.32002
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
22	19	8.8%
20	18	8.3%
21	18	8.3%
17	17	7.8%
23	14	6.5%
19	13	6.0%
15	13	6.0%
18	13	6.0%
25	11	5.1%
24	11	5.1%
Other values (24)	70	32.3%

Value	Count	Frequency (%)
10	1	0.5%
12	3	1.4%
13	1	0.5%
14	6	2.8%
15	13	6.0%
16	8	3.7%
17	17	7.8%
18	13	6.0%
19	13	6.0%
20	18	8.3%

Value	Count	Frequency (%)
97	1	0.5%
55	1	0.5%
50	1	0.5%
48	1	0.5%
43	1	0.5%
41	1	0.5%
40	1	0.5%
39	1	0.5%
38	1	0.5%
35	1	0.5%

albumin_g_dL
Categorical

Constant Missing

Distinct	1
Distinct (%)	100.0%
Missing	216
Missing (%)	99.5%
Memory size	13.6 KiB

41.0	1

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	4
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	100.0%

Sample

1st row	41.0

Common Values

Value	Count	Frequency (%)
41.0	1	0.5%
(Missing)	216	99.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
41.0	1	100.0%

Most occurring characters

Value	Count	Frequency (%)
4	1	25.0%
1	1	25.0%
.	1	25.0%
0	1	25.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3	75.0%
Other Punctuation	1	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	1	33.3%
1	1	33.3%
0	1	33.3%

Other Punctuation

Value	Count	Frequency (%)
.	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
4	1	25.0%
1	1	25.0%
.	1	25.0%
0	1	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	1	25.0%
1	1	25.0%
.	1	25.0%
0	1	25.0%

creatinine_umol_L
Real number (ℝ)

High correlation

Distinct	59
Distinct (%)	27.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	63.866359

Minimum	31
Maximum	169
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	31
5-th percentile	44
Q1	54
median	62
Q3	71
95-th percentile	91
Maximum	169
Range	138
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	15.771975
Coefficient of variation (CV)	0.24695278
Kurtosis	8.6528075
Mean	63.866359
Median Absolute Deviation (MAD)	9
Skewness	1.8734959
Sum	13859
Variance	248.75521
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
62	11	5.1%
54	10	4.6%
65	9	4.1%
66	8	3.7%
48	8	3.7%
57	7	3.2%
59	7	3.2%
52	7	3.2%
58	7	3.2%
63	7	3.2%
Other values (49)	136	62.7%

Value	Count	Frequency (%)
31	1	0.5%
39	1	0.5%
41	1	0.5%
42	2	0.9%
43	3	1.4%
44	4	1.8%
45	5	2.3%
46	2	0.9%
47	3	1.4%
48	8	3.7%

Value	Count	Frequency (%)
169	1	0.5%
114	1	0.5%
110	1	0.5%
99	2	0.9%
98	1	0.5%
96	1	0.5%
95	1	0.5%
94	1	0.5%
92	1	0.5%
91	2	0.9%

creatinine_clearance_mL_min
Real number (ℝ)

High correlation

Distinct	113
Distinct (%)	52.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	129.04147

Minimum	40
Maximum	243
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	40
5-th percentile	77.8
Q1	100
median	126
Q3	153
95-th percentile	192
Maximum	243
Range	203
Interquartile range (IQR)	53

Descriptive statistics

Standard deviation	37.493371
Coefficient of variation (CV)	0.29055287
Kurtosis	-0.35583415
Mean	129.04147
Median Absolute Deviation (MAD)	26
Skewness	0.36660724
Sum	28002
Variance	1405.7529
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
130	7	3.2%
120	5	2.3%
93	5	2.3%
127	5	2.3%
100	5	2.3%
94	5	2.3%
90	5	2.3%
86	4	1.8%
119	4	1.8%
135	4	1.8%
Other values (103)	168	77.4%

Value	Count	Frequency (%)
40	1	0.5%
59	1	0.5%
60	1	0.5%
64	2	0.9%
65	2	0.9%
66	1	0.5%
68	1	0.5%
71	1	0.5%
77	1	0.5%
78	1	0.5%

Value	Count	Frequency (%)
243	1	0.5%
225	1	0.5%
217	1	0.5%
209	1	0.5%
205	1	0.5%
203	1	0.5%
199	2	0.9%
198	1	0.5%
197	1	0.5%
196	1	0.5%

total_cholesterol_mmol_L
Real number (ℝ)

High correlation

Distinct	155
Distinct (%)	71.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9320276

Minimum	2.82
Maximum	8.18
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	2.82
5-th percentile	3.43
Q1	4.28
median	4.74
Q3	5.53
95-th percentile	6.698
Maximum	8.18
Range	5.36
Interquartile range (IQR)	1.25

Descriptive statistics

Standard deviation	0.962825
Coefficient of variation (CV)	0.1952189
Kurtosis	-0.033836679
Mean	4.9320276
Median Absolute Deviation (MAD)	0.61
Skewness	0.41501086
Sum	1070.25
Variance	0.92703198
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.58	4	1.8%
3.74	3	1.4%
4.79	3	1.4%
4.07	3	1.4%
4.96	3	1.4%
6.04	3	1.4%
4.38	3	1.4%
4.18	3	1.4%
3.69	3	1.4%
5.32	3	1.4%
Other values (145)	186	85.7%

Value	Count	Frequency (%)
2.82	1	0.5%
2.85	1	0.5%
2.89	1	0.5%
3.08	1	0.5%
3.19	1	0.5%
3.34	1	0.5%
3.39	2	0.9%
3.4	1	0.5%
3.43	3	1.4%
3.57	1	0.5%

Value	Count	Frequency (%)
8.18	1	0.5%
7.34	1	0.5%
7.09	2	0.9%
6.97	1	0.5%
6.82	1	0.5%
6.81	1	0.5%
6.79	1	0.5%
6.78	1	0.5%
6.73	2	0.9%
6.69	1	0.5%

hdl_cholesterol_mmol_L_consolidated
Real number (ℝ)

Distinct	108
Distinct (%)	49.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4440553

Minimum	0.74
Maximum	4.18
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	0.74
5-th percentile	0.938
Q1	1.22
median	1.41
Q3	1.61
95-th percentile	2.072
Maximum	4.18
Range	3.44
Interquartile range (IQR)	0.39

Descriptive statistics

Standard deviation	0.39027905
Coefficient of variation (CV)	0.270266
Kurtosis	10.553597
Mean	1.4440553
Median Absolute Deviation (MAD)	0.19
Skewness	1.9892542
Sum	313.36
Variance	0.15231774
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.27	7	3.2%
1.24	6	2.8%
1.46	6	2.8%
1.19	5	2.3%
1.26	5	2.3%
1.55	5	2.3%
1.25	5	2.3%
1.52	5	2.3%
1.64	4	1.8%
1.45	4	1.8%
Other values (98)	165	76.0%

Value	Count	Frequency (%)
0.74	1	0.5%
0.75	1	0.5%
0.81	1	0.5%
0.83	1	0.5%
0.85	1	0.5%
0.88	1	0.5%
0.89	1	0.5%
0.91	1	0.5%
0.92	2	0.9%
0.93	1	0.5%

Value	Count	Frequency (%)
4.18	1	0.5%
2.66	1	0.5%
2.42	1	0.5%
2.39	1	0.5%
2.3	1	0.5%
2.28	1	0.5%
2.23	1	0.5%
2.18	1	0.5%
2.16	1	0.5%
2.09	1	0.5%

ldl_cholesterol_mmol_L_consolidated
Real number (ℝ)

High correlation

Distinct	150
Distinct (%)	69.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.1781567

Minimum	1.32
Maximum	5.57
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	1.32
5-th percentile	1.806
Q1	2.62
median	3.15
Q3	3.74
95-th percentile	4.744
Maximum	5.57
Range	4.25
Interquartile range (IQR)	1.12

Descriptive statistics

Standard deviation	0.86492577
Coefficient of variation (CV)	0.27214699
Kurtosis	-0.2915476
Mean	3.1781567
Median Absolute Deviation (MAD)	0.55
Skewness	0.25608402
Sum	689.66
Variance	0.74809659
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.66	4	1.8%
3.32	4	1.8%
2.9	3	1.4%
3.67	3	1.4%
2.75	3	1.4%
3.69	3	1.4%
2.68	3	1.4%
3.34	3	1.4%
3.92	3	1.4%
2.51	3	1.4%
Other values (140)	185	85.3%

Value	Count	Frequency (%)
1.32	1	0.5%
1.38	1	0.5%
1.51	2	0.9%
1.53	1	0.5%
1.62	1	0.5%
1.63	1	0.5%
1.66	1	0.5%
1.68	1	0.5%
1.73	1	0.5%
1.75	1	0.5%

Value	Count	Frequency (%)
5.57	1	0.5%
5.23	1	0.5%
5.22	1	0.5%
5.07	1	0.5%
5.03	1	0.5%
5.02	1	0.5%
4.87	1	0.5%
4.84	1	0.5%
4.81	1	0.5%
4.8	2	0.9%

Interactions

Correlations

	Age (at enrolment)	Sex	alt_U_L	ast_U_L	basophil_count_10e9_L	cd4_count_cells_uL	creatinine_clearance_mL_min	creatinine_umol_L	eosinophil_count_10e9_L	hdl_cholesterol_mmol_L_consolidated	hemoglobin_g_dL	hiv_vl_copies_mL	ldl_cholesterol_mmol_L_consolidated	lymphocyte_count_10e9_L	mcv_fL	monocyte_count_10e9_L	neutrophil_count_10e9_L	platelet_count_10e9_L	rdw_percent	total_cholesterol_mmol_L	wbc_count_10e9_L
Age (at enrolment)	1.000	0.142	-0.026	-0.011	0.025	0.025	-0.297	0.212	-0.059	0.159	0.051	0.161	0.114	-0.018	0.095	0.064	-0.095	-0.055	-0.099	0.198	-0.047
Sex	0.142	1.000	0.000	0.236	0.093	0.227	0.309	0.589	0.192	0.137	0.595	0.000	0.000	0.148	0.189	0.093	0.188	0.346	0.136	0.012	0.261
alt_U_L	-0.026	0.000	1.000	0.737	-0.081	0.122	-0.033	0.167	-0.109	0.011	0.316	0.000	-0.033	0.044	-0.094	0.091	-0.024	-0.047	-0.166	-0.027	0.025
ast_U_L	-0.011	0.236	0.737	1.000	-0.073	0.086	-0.236	0.186	-0.072	0.130	0.169	0.000	-0.080	-0.098	-0.146	-0.003	-0.076	-0.060	-0.078	-0.065	-0.104
basophil_count_10e9_L	0.025	0.093	-0.081	-0.073	1.000	0.191	-0.130	0.142	0.242	0.028	-0.025	0.000	-0.012	0.243	-0.053	0.174	0.151	0.068	0.082	0.002	0.254
cd4_count_cells_uL	0.025	0.227	0.122	0.086	0.191	1.000	-0.002	-0.038	0.093	-0.006	-0.040	0.000	-0.024	0.680	-0.065	0.395	0.389	0.251	0.054	-0.014	0.617
creatinine_clearance_mL_min	-0.297	0.309	-0.033	-0.236	-0.130	-0.002	1.000	-0.676	-0.016	-0.181	-0.171	0.000	-0.037	0.039	-0.146	0.051	0.127	0.252	0.113	-0.077	0.132
creatinine_umol_L	0.212	0.589	0.167	0.186	0.142	-0.038	-0.676	1.000	0.113	0.006	0.449	0.000	0.068	-0.022	0.031	0.014	-0.136	-0.278	-0.191	0.098	-0.105
eosinophil_count_10e9_L	-0.059	0.192	-0.109	-0.072	0.242	0.093	-0.016	0.113	1.000	-0.065	0.088	0.096	-0.061	0.150	-0.044	0.117	0.066	0.043	-0.056	-0.075	0.177
hdl_cholesterol_mmol_L_consolidated	0.159	0.137	0.011	0.130	0.028	-0.006	-0.181	0.006	-0.065	1.000	-0.064	0.048	0.022	-0.128	0.041	-0.042	-0.028	-0.065	0.056	0.174	-0.104
hemoglobin_g_dL	0.051	0.595	0.316	0.169	-0.025	-0.040	-0.171	0.449	0.088	-0.064	1.000	0.117	0.138	0.019	0.196	-0.090	-0.014	-0.340	-0.483	0.150	0.018
hiv_vl_copies_mL	0.161	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.096	0.048	0.117	1.000	0.000	0.000	0.000	0.128	0.011	0.293	0.000	0.000	0.055
ldl_cholesterol_mmol_L_consolidated	0.114	0.000	-0.033	-0.080	-0.012	-0.024	-0.037	0.068	-0.061	0.022	0.138	0.000	1.000	0.018	0.056	0.025	0.028	0.120	-0.126	0.937	0.033
lymphocyte_count_10e9_L	-0.018	0.148	0.044	-0.098	0.243	0.680	0.039	-0.022	0.150	-0.128	0.019	0.000	0.018	1.000	0.010	0.409	0.307	0.251	0.027	0.021	0.724
mcv_fL	0.095	0.189	-0.094	-0.146	-0.053	-0.065	-0.146	0.031	-0.044	0.041	0.196	0.000	0.056	0.010	1.000	0.056	0.014	-0.106	-0.142	0.071	0.008
monocyte_count_10e9_L	0.064	0.093	0.091	-0.003	0.174	0.395	0.051	0.014	0.117	-0.042	-0.090	0.128	0.025	0.409	0.056	1.000	0.435	0.345	0.097	0.023	0.598
neutrophil_count_10e9_L	-0.095	0.188	-0.024	-0.076	0.151	0.389	0.127	-0.136	0.066	-0.028	-0.014	0.011	0.028	0.307	0.014	0.435	1.000	0.308	0.003	0.013	0.817
platelet_count_10e9_L	-0.055	0.346	-0.047	-0.060	0.068	0.251	0.252	-0.278	0.043	-0.065	-0.340	0.293	0.120	0.251	-0.106	0.345	0.308	1.000	0.128	0.119	0.369
rdw_percent	-0.099	0.136	-0.166	-0.078	0.082	0.054	0.113	-0.191	-0.056	0.056	-0.483	0.000	-0.126	0.027	-0.142	0.097	0.003	0.128	1.000	-0.103	-0.012
total_cholesterol_mmol_L	0.198	0.012	-0.027	-0.065	0.002	-0.014	-0.077	0.098	-0.075	0.174	0.150	0.000	0.937	0.021	0.071	0.023	0.013	0.119	-0.103	1.000	0.018
wbc_count_10e9_L	-0.047	0.261	0.025	-0.104	0.254	0.617	0.132	-0.105	0.177	-0.104	0.018	0.055	0.033	0.724	0.008	0.598	0.817	0.369	-0.012	0.018	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	Age (at enrolment)	Sex	BMI (kg/m²)	study_week	cd4_count_cells_uL	hiv_vl_copies_mL	art_status	hemoglobin_g_dL	wbc_count_10e9_L	platelet_count_10e9_L	neutrophil_count_10e9_L	lymphocyte_count_10e9_L	monocyte_count_10e9_L	eosinophil_count_10e9_L	basophil_count_10e9_L	mcv_fL	rdw_percent	alt_U_L	ast_U_L	albumin_g_dL	creatinine_umol_L	creatinine_clearance_mL_min	total_cholesterol_mmol_L	hdl_cholesterol_mmol_L_consolidated	ldl_cholesterol_mmol_L_consolidated
0	30.0	Female	NaN	NaN	1020.0	0.0	Positive	10.9	5.21	390.0	1.84	2.81	0.47	0.07	0.03	83.6	18.1	16.0	25.0	NaN	49.0	145.0	6.79	2.30	4.35
1	53.0	Female	NaN	NaN	446.0	0.0	Positive	13.5	3.68	234.0	1.37	1.79	0.38	0.11	0.02	112.8	16.1	8.0	15.0	NaN	74.0	65.0	4.93	1.49	3.10
2	36.0	Female	NaN	NaN	1054.0	40.0	Positive	13.3	7.71	344.0	2.33	4.70	0.56	0.11	0.02	81.5	13.2	17.0	17.0	NaN	59.0	199.0	5.19	1.25	3.19
3	47.0	Female	NaN	NaN	989.0	0.0	Positive	10.8	6.35	257.0	3.42	2.34	0.52	0.04	0.03	107.2	15.5	11.0	12.0	NaN	53.0	181.0	6.69	1.52	4.80
4	34.0	Male	NaN	NaN	160.0	40.0	Positive	11.2	4.17	343.0	2.21	1.33	0.44	0.18	0.02	102.0	15.0	41.0	32.0	NaN	66.0	145.0	3.19	1.18	1.51
5	40.0	Female	NaN	NaN	989.0	40.0	Positive	15.1	7.09	319.0	2.27	4.18	0.35	0.28	0.00	101.2	14.1	14.0	17.0	NaN	52.0	177.0	5.58	1.06	3.66
6	35.0	Male	NaN	NaN	453.0	0.0	Positive	17.4	4.66	229.0	2.29	1.48	0.49	0.37	0.03	94.9	13.7	30.0	24.0	NaN	98.0	113.0	5.52	1.67	3.70
7	30.0	Male	NaN	NaN	288.0	0.0	Positive	17.7	4.12	240.0	2.14	1.43	0.44	0.10	0.01	87.5	13.8	64.0	43.0	NaN	81.0	84.0	4.56	1.27	3.12
8	44.0	Female	NaN	NaN	907.0	0.0	Positive	12.3	4.77	230.0	1.49	2.74	0.46	0.05	0.02	92.9	15.0	25.0	31.0	NaN	74.0	119.0	4.12	1.23	2.25
9	36.0	Male	NaN	NaN	509.0	40.0	Positive	15.5	4.72	186.0	2.85	1.63	0.19	0.03	0.02	97.1	12.9	28.0	26.0	NaN	59.0	154.0	4.26	1.77	2.21

	Age (at enrolment)	Sex	BMI (kg/m²)	study_week	cd4_count_cells_uL	hiv_vl_copies_mL	art_status	hemoglobin_g_dL	wbc_count_10e9_L	platelet_count_10e9_L	neutrophil_count_10e9_L	lymphocyte_count_10e9_L	monocyte_count_10e9_L	eosinophil_count_10e9_L	basophil_count_10e9_L	mcv_fL	rdw_percent	alt_U_L	ast_U_L	albumin_g_dL	creatinine_umol_L	creatinine_clearance_mL_min	total_cholesterol_mmol_L	hdl_cholesterol_mmol_L_consolidated	ldl_cholesterol_mmol_L_consolidated
207	46.0	Male	NaN	NaN	190.0	40.0	Positive	14.3	4.36	225.0	1.31	2.76	0.24	0.02	0.03	86.3	15.3	40.0	30.0	NaN	62.0	106.0	4.62	1.04	2.94
208	33.0	Male	NaN	NaN	596.0	0.0	Positive	15.5	4.45	237.0	2.50	1.64	0.27	0.02	0.02	84.6	15.2	97.0	50.0	NaN	89.0	131.0	6.04	1.58	4.51
209	43.0	Female	NaN	NaN	541.0	40.0	Positive	12.8	4.58	403.0	2.13	2.02	0.39	0.04	0.00	113.6	15.2	27.0	20.0	NaN	45.0	177.0	6.24	1.60	4.55
210	42.0	Male	NaN	NaN	530.0	0.0	Positive	17.6	6.31	245.0	3.70	2.21	0.34	0.02	0.04	111.4	14.3	39.0	22.0	NaN	81.0	119.0	6.73	1.27	5.07
211	39.0	Female	NaN	NaN	390.0	0.0	Positive	11.6	4.29	254.0	2.27	1.57	0.40	0.02	0.03	102.9	20.0	14.0	14.0	NaN	44.0	172.0	4.46	1.76	2.85
212	39.0	Male	NaN	NaN	415.0	0.0	Positive	14.0	4.42	192.0	2.36	1.74	0.26	0.04	0.03	84.8	14.2	18.0	25.0	NaN	62.0	109.0	4.71	1.71	3.18
213	57.0	Female	NaN	NaN	786.0	63.0	Positive	11.3	8.15	447.0	3.63	3.53	0.63	0.35	0.01	89.2	13.8	16.0	17.0	NaN	71.0	120.0	6.03	1.41	4.70
214	61.0	Male	NaN	NaN	672.0	0.0	Positive	16.3	6.04	320.0	2.27	2.93	0.36	0.30	0.19	110.0	15.4	13.0	21.0	NaN	60.0	97.0	4.33	1.52	2.64
215	37.0	Female	NaN	NaN	520.0	0.0	Positive	12.0	4.22	248.0	2.13	1.59	0.38	0.10	0.03	101.0	13.8	16.0	22.0	NaN	48.0	127.0	5.84	1.43	4.39
216	39.0	Female	NaN	NaN	888.0	40.0	Positive	12.9	4.22	210.0	1.55	2.20	0.35	0.06	0.05	90.0	13.9	46.0	32.0	NaN	66.0	90.0	6.25	2.66	3.60

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample